{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Function to calculate depth averages over vertical intervals\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def vertical_int_avg(depth, density, intervals):\n",
    "    \n",
    "    # Initialize average depth and density arrays\n",
    "    avg_depth = np.zeros(len(intervals) -1); avg_depth[:] = np.nan\n",
    "    avg_density = np.zeros(len(intervals) -1); avg_density[:] = np.nan\n",
    "    \n",
    "    # Loop over each interval \n",
    "    for j in range(0, len(intervals) -1):\n",
    "        \n",
    "        # Define low and high depth for each interval, then write filter function\n",
    "        # which grabs values between this defined low and high\n",
    "        depth_low = intervals[j]\n",
    "        depth_high = intervals[j+1]\n",
    "        filter_func = np.vectorize(lambda depth: depth >= depth_low and depth <= depth_high)\n",
    "        \n",
    "        # Determine depth and density data in interval\n",
    "        tmp_depth = depth[filter_func(depth)]\n",
    "        tmp_density = density[filter_func(depth)]\n",
    "        \n",
    "        # Initialize layer thickness array\n",
    "        thickness = np.zeros(len(tmp_density)); thickness[:] = np.nan\n",
    "        \n",
    "        # Calculate interval avergage depth and density                     \n",
    "        if len(thickness) == 0: # No data in interval \n",
    "            avg_depth[j] = np.nan\n",
    "            avg_density[j] = np.nan\n",
    "        elif len(thickness) == 1: # Only one data point in interval\n",
    "            avg_depth[j] = tmp_depth[0]\n",
    "            avg_density[j] = tmp_density[0]\n",
    "        else: # There are 2 or more data points in interval\n",
    "            for k in range(0, len(tmp_depth)):\n",
    "                if k == 0:\n",
    "                    thickness[k] = (tmp_depth[k] + tmp_depth[k+1]) / 2 - depth_low\n",
    "                elif k == len(tmp_depth) - 1:\n",
    "                    thickness[k] = depth_high - (tmp_depth[k] + tmp_depth[k-1]) / 2\n",
    "                else: \n",
    "                    thickness[k] = ((tmp_depth[k+1] + tmp_depth[k]) / 2) - ((tmp_depth[k] + tmp_depth[k]) / 2)\n",
    "            avg_density[j] = np.nansum(tmp_density * thickness / np.nansum(thickness))  \n",
    "            avg_depth[j] = np.nansum(tmp_depth * thickness / np.nansum(thickness))\n",
    "        \n",
    "    return avg_depth, avg_density"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Function to get averaged density data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(pro_path, tgt_date, intervals):\n",
    "    !bash postprocess.sh {pro_path} {tgt_time} > pro_data.txt\n",
    "    depth, density = np.loadtxt(\"pro_data.txt\", usecols=(2, 5), unpack=True)\n",
    "    depth, density = vertical_int_avg(depth, density, intervals)\n",
    "    return depth, density"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "low = 0; high = 10; step = 1 # 1 meter resolution - consistent with other plots. \n",
    "intervals = np.arange(low, high + step, step)\n",
    "tgt_time = \"2017-12-31\"\n",
    "# tgt_time = \"1980-01-03\"\n",
    "max_depth = 10\n",
    "depth_plot = np.arange(step/2, max_depth + step/2, step)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_path = \"/pl/active/nasa_smb/simulations/up_to_date_simulations/SNOWPACK_ensemble/\"\n",
    "SP_base_pro_path = base_path + \"SP/output/SP.pro\"\n",
    "SP_low_pro_path = base_path + \"SP_low/output/SP.pro\"\n",
    "SP_high_pro_path = base_path + \"SP_high/output/SP.pro\"\n",
    "SP_cold_pro_path = base_path + \"SP_cold/output/SP.pro\"\n",
    "SP_warm_pro_path = base_path + \"SP_warm/output/SP.pro\"\n",
    "SP_more_wind_pro_path = base_path + \"SP_more_wind/output/SP.pro\"\n",
    "SP_less_wind_pro_path = base_path + \"SP_less_wind/output/SP.pro\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Get data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Base \n",
    "SP_base_depth, SP_base_density = get_data(SP_base_pro_path, tgt_time, intervals)\n",
    "# Low\n",
    "SP_low_depth, SP_low_density = get_data(SP_low_pro_path, tgt_time, intervals)\n",
    "# High\n",
    "SP_high_depth, SP_high_density = get_data(SP_high_pro_path, tgt_time, intervals)\n",
    "# Cold\n",
    "SP_cold_depth, SP_cold_density = get_data(SP_cold_pro_path, tgt_time, intervals)\n",
    "# Warm\n",
    "SP_warm_depth, SP_warm_density = get_data(SP_warm_pro_path, tgt_time, intervals)\n",
    "# More wind\n",
    "SP_more_wind_depth, SP_more_wind_density = get_data(SP_more_wind_pro_path, tgt_time, intervals)\n",
    "# Less wind\n",
    "SP_less_wind_depth, SP_less_wind_density = get_data(SP_less_wind_pro_path, tgt_time, intervals)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WAIS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Define paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_path = \"/pl/active/nasa_smb/simulations/up_to_date_simulations/SNOWPACK_ensemble/\"\n",
    "WAIS_base_pro_path = base_path + \"WAIS/output/WAIS.pro\"\n",
    "WAIS_low_pro_path = base_path + \"WAIS_low/output/WAIS.pro\"\n",
    "WAIS_high_pro_path = base_path + \"WAIS_high/output/WAIS.pro\"\n",
    "WAIS_cold_pro_path = base_path + \"WAIS_cold/output/WAIS.pro\"\n",
    "WAIS_warm_pro_path = base_path + \"WAIS_warm/output/WAIS.pro\"\n",
    "WAIS_more_wind_pro_path = base_path + \"WAIS_more_wind/output/WAIS.pro\"\n",
    "WAIS_less_wind_pro_path = base_path + \"WAIS_less_wind/output/WAIS.pro\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Get data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Base \n",
    "WAIS_base_depth, WAIS_base_density = get_data(WAIS_base_pro_path, tgt_time, intervals)\n",
    "# Low\n",
    "WAIS_low_depth, WAIS_low_density = get_data(WAIS_low_pro_path, tgt_time, intervals)\n",
    "# High\n",
    "WAIS_high_depth, WAIS_high_density = get_data(WAIS_high_pro_path, tgt_time, intervals)\n",
    "# Cold\n",
    "WAIS_cold_depth, WAIS_cold_density = get_data(WAIS_cold_pro_path, tgt_time, intervals)\n",
    "# Warm\n",
    "WAIS_warm_depth, WAIS_warm_density = get_data(WAIS_warm_pro_path, tgt_time, intervals)\n",
    "# More wind\n",
    "WAIS_more_wind_depth, WAIS_more_wind_density = get_data(WAIS_more_wind_pro_path, tgt_time, intervals)\n",
    "# Less wind\n",
    "WAIS_less_wind_depth, WAIS_less_wind_density = get_data(WAIS_less_wind_pro_path, tgt_time, intervals)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot simulated density profiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date: 2017-12-31\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x1440 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, axs = plt.subplots(2, 3, figsize=(18,20))\n",
    "lw = 3\n",
    "legend_fs = 15\n",
    "domain = [175, 525]\n",
    "\n",
    "## South Pole\n",
    "# Accumulation Ensemble\n",
    "axs[0, 2].plot(SP_base_density, depth_plot, 'ko--', label='No perturbation', linewidth=lw)\n",
    "axs[0, 2].plot(SP_low_density, depth_plot, 'ro--', label='-20%', linewidth=lw)\n",
    "axs[0, 2].plot(SP_high_density, depth_plot, 'bo--', label='+20%', linewidth=lw)\n",
    "axs[0, 2].set_ylim([0, max_depth])\n",
    "axs[0, 2].set_xlim(domain)\n",
    "axs[0, 2].invert_yaxis()\n",
    "axs[0, 2].grid()\n",
    "axs[0, 2].legend(fontsize = legend_fs, loc='lower left')\n",
    "# axs[0, 0].set_xlabel(\"Density [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[0, 2].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[0, 2].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[0, 2].set_title(\"South Pole Precipitation\", fontsize=22)\n",
    "\n",
    "# Temperature Ensemble\n",
    "axs[0, 1].plot(SP_base_density, depth_plot, 'ko--', label='No perturbation', linewidth=lw)\n",
    "axs[0, 1].plot(SP_warm_density, depth_plot, 'ro--', label='+3.1$^\\circ$C', linewidth=lw)\n",
    "axs[0, 1].plot(SP_cold_density, depth_plot, 'bo--', label='-3.1$^\\circ$C', linewidth=lw)\n",
    "axs[0, 1].set_ylim([0, max_depth])\n",
    "axs[0, 1].set_xlim(domain)\n",
    "axs[0, 1].invert_yaxis()\n",
    "axs[0, 1].grid()\n",
    "axs[0, 1].legend(fontsize = legend_fs, loc='lower left')\n",
    "# axs[0, 1].set_xlabel(\"Density [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[0, 1].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[0, 1].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[0, 1].set_title(\"South Pole Temperature\", fontsize=22)\n",
    "\n",
    "# Wind Ensemble\n",
    "axs[0, 0].plot(SP_base_density, depth_plot, 'ko--', label='No perturbation', linewidth=lw)\n",
    "axs[0, 0].plot(SP_more_wind_density, depth_plot, 'ro--', label='+2.4 ms$^-$$^1$', linewidth=lw)\n",
    "axs[0, 0].plot(SP_less_wind_density, depth_plot, 'bo--', label='-2.4 ms$^-$$^1$', linewidth=lw)\n",
    "axs[0, 0].set_ylim([0, max_depth])\n",
    "axs[0, 0].set_xlim(domain)\n",
    "axs[0, 0].invert_yaxis()\n",
    "axs[0, 0].grid()\n",
    "axs[0, 0].legend(fontsize = legend_fs, loc='lower left')\n",
    "# axs[0, 1].set_xlabel(\"Density [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[0, 0].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[0, 0].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[0, 0].set_title(\"South Pole Wind Speed\", fontsize=22)\n",
    "axs[0, 0].set_ylabel(\"Depth [m]\", fontsize=18)\n",
    "\n",
    "## WAIS\n",
    "# Accumulation Ensemble\n",
    "axs[1, 2].plot(WAIS_base_density, depth_plot, 'ko--', label='No perturbation', linewidth=lw)\n",
    "axs[1, 2].plot(WAIS_low_density, depth_plot, 'ro--', label='-20%', linewidth=lw)\n",
    "axs[1, 2].plot(WAIS_high_density, depth_plot, 'bo--', label='+20%', linewidth=lw)\n",
    "axs[1, 2].set_ylim([0, max_depth])\n",
    "axs[1, 2].set_xlim(domain)\n",
    "axs[1, 2].invert_yaxis()\n",
    "axs[1, 2].grid()\n",
    "axs[1, 2].legend(fontsize = legend_fs, loc='lower left')\n",
    "axs[1, 2].set_ylabel(\"Depth [m]\", fontsize=18)\n",
    "axs[1, 2].set_xlabel(\"Density [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[1, 2].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[1, 2].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[1, 2].set_title(\"WAIS Precipitation\", fontsize=22)\n",
    "\n",
    "# Temperature Ensemble\n",
    "axs[1, 1].plot(WAIS_base_density, depth_plot, 'ko--', label='No perturbation', linewidth=lw)\n",
    "axs[1, 1].plot(WAIS_warm_density, depth_plot, 'ro--', label='+3.1$^\\circ$C', linewidth=lw)\n",
    "axs[1, 1].plot(WAIS_cold_density, depth_plot, 'bo--', label='-3.1$^\\circ$C', linewidth=lw)\n",
    "axs[1, 1].set_ylim([0, max_depth])\n",
    "axs[1, 1].set_xlim(domain)\n",
    "axs[1, 1].invert_yaxis()\n",
    "axs[1, 1].grid()\n",
    "axs[1, 1].legend(fontsize = legend_fs, loc='lower left')\n",
    "axs[1, 1].set_xlabel(\"Density [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[1, 1].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[1, 1].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[1, 1].set_title(\"WAIS Temperature\", fontsize=22)\n",
    "\n",
    "# Wind Ensemble\n",
    "axs[1, 0].plot(WAIS_base_density, depth_plot, 'ko--', label='No perturbation', linewidth=lw)\n",
    "axs[1, 0].plot(WAIS_more_wind_density, depth_plot, 'ro--', label='+2.4 ms$^-$$^1$', linewidth=lw)\n",
    "axs[1, 0].plot(WAIS_less_wind_density, depth_plot, 'bo--', label='-2.4 ms$^-$$^1$', linewidth=lw)\n",
    "axs[1, 0].set_ylim([0, max_depth])\n",
    "axs[1, 0].set_xlim(domain)\n",
    "axs[1, 0].invert_yaxis()\n",
    "axs[1, 0].grid()\n",
    "axs[1, 0].legend(fontsize = legend_fs, loc='lower left')\n",
    "axs[1, 0].set_xlabel(\"Density [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[1, 0].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[1, 0].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[1, 0].set_title(\"WAIS Wind Speed\", fontsize=22)\n",
    "axs[1, 0].set_ylabel(\"Depth [m]\", fontsize=18)\n",
    "\n",
    "# Save Figure\n",
    "plt.savefig(\"Figures/SNOWPACK_ensemble.pdf\", format='pdf', dpi=100)\n",
    "print(\"Date: \" + str(tgt_time))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot perturbed density profile differences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date: 2017-12-31\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1440 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, axs = plt.subplots(2, 3, figsize=(18,20))\n",
    "\n",
    "## South Pole\n",
    "# Accumulation Ensemble\n",
    "axs[0, 0].plot(SP_low_density - SP_base_density, depth_plot, 'ro--', label='Low -20%', linewidth=2)\n",
    "axs[0, 0].plot(SP_high_density - SP_base_density, depth_plot, 'bo--', label='High +20%', linewidth=2)\n",
    "axs[0, 0].set_ylim([0, max_depth])\n",
    "axs[0, 0].set_xlim([-35, 35])\n",
    "axs[0, 0].invert_yaxis()\n",
    "axs[0, 0].grid()\n",
    "axs[0, 0].legend(fontsize = 12)\n",
    "axs[0, 0].set_ylabel(\"Depth [m]\", fontsize=18)\n",
    "axs[0, 0].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[0, 0].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[0, 0].set_title(\"South Pole Accumulation\", fontsize=18)\n",
    "\n",
    "# Temperature Ensemble\n",
    "axs[0, 1].plot(SP_warm_density - SP_base_density, depth_plot, 'ro--', label='Warm +3.1$^\\circ$C', linewidth=2)\n",
    "axs[0, 1].plot(SP_cold_density - SP_base_density, depth_plot, 'bo--', label='Cold -3.1$^\\circ$C', linewidth=2)\n",
    "axs[0, 1].set_ylim([0, max_depth])\n",
    "axs[0, 1].set_xlim([-35, 35])\n",
    "axs[0, 1].invert_yaxis()\n",
    "axs[0, 1].grid()\n",
    "axs[0, 1].legend(fontsize = 12)\n",
    "axs[0, 1].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[0, 1].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[0, 1].set_title(\"South Pole Temperature\", fontsize=18)\n",
    "\n",
    "# Wind  ensemble\n",
    "axs[0, 2].plot(SP_more_wind_density - SP_base_density, depth_plot, 'ro--', label='More wind', linewidth=2)\n",
    "axs[0, 2].plot(SP_less_wind_density - SP_base_density, depth_plot, 'bo--', label='less wind', linewidth=2)\n",
    "axs[0, 2].set_ylim([0, max_depth])\n",
    "# axs[0, 2].set_xlim([-35, 35])\n",
    "axs[0, 2].invert_yaxis()\n",
    "axs[0, 2].grid()\n",
    "axs[0, 2].legend(fontsize = 12)\n",
    "axs[0, 2].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[0, 2].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[0, 2].set_title(\"South Pole Wind\", fontsize=18)\n",
    "\n",
    "## WAIS\n",
    "# Accumulation Ensemble\n",
    "axs[1, 0].plot(WAIS_low_density - WAIS_base_density, depth_plot, 'ro--', label='Low -20%', linewidth=2)\n",
    "axs[1, 0].plot(WAIS_high_density - WAIS_base_density, depth_plot, 'bo--', label='High +20%', linewidth=2)\n",
    "axs[1, 0].set_ylim([0, max_depth])\n",
    "axs[1, 0].set_xlim([-35, 35])\n",
    "axs[1, 0].invert_yaxis()\n",
    "axs[1, 0].grid()\n",
    "axs[1, 0].legend(fontsize = 12)\n",
    "axs[1, 0].set_ylabel(\"Depth [m]\", fontsize=18)\n",
    "axs[1, 0].set_xlabel(\"Density Change [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[1, 0].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[1, 0].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[1, 0].set_title(\"WAIS Accumulation\", fontsize=18)\n",
    "\n",
    "# Temperature Ensemble\n",
    "axs[1, 1].plot(WAIS_warm_density - WAIS_base_density, depth_plot, 'ro--', label='Warm +3.1$^\\circ$C', linewidth=2)\n",
    "axs[1, 1].plot(WAIS_cold_density - WAIS_base_density, depth_plot, 'bo--', label='Cold -3.1$^\\circ$C', linewidth=2)\n",
    "axs[1, 1].set_ylim([0, max_depth])\n",
    "axs[1, 1].set_xlim([-35, 35])\n",
    "axs[1, 1].invert_yaxis()\n",
    "axs[1, 1].grid()\n",
    "axs[1, 1].legend(fontsize = 12)\n",
    "axs[1, 1].set_xlabel(\"Density Change [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[1, 1].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[1, 1].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[1, 1].set_title(\"WAIS Temperature\", fontsize=18)\n",
    "\n",
    "# Wind Ensemble\n",
    "axs[1, 2].plot(WAIS_more_wind_density - WAIS_base_density, depth_plot, 'ro--', label='Mpre wind', linewidth=2)\n",
    "axs[1, 2].plot(WAIS_less_wind_density - WAIS_base_density, depth_plot, 'bo--', label='less wind', linewidth=2)\n",
    "axs[1, 2].set_ylim([0, max_depth])\n",
    "# axs[1, 2].set_xlim([-35, 35])\n",
    "axs[1, 2].invert_yaxis()\n",
    "axs[1, 2].grid()\n",
    "axs[1, 2].legend(fontsize = 12)\n",
    "axs[1, 2].set_xlabel(\"Density Change [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[1, 2].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[1, 2].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[1, 2].set_title(\"WAIS wind\", fontsize=18)\n",
    "\n",
    "# # Save Figure\n",
    "plt.savefig(\"Figures/SNOWPACK_ensemble_perturbation.pdf\", format='pdf', dpi=100)\n",
    "print(\"Date: \" + str(tgt_time))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([47.33907416, 34.28831652, 58.45204726,  8.50857396, 31.93734403,\n",
       "       28.16944137, 11.66685979, 16.06564304, 18.42606386,  5.0085541 ])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "WAIS_more_wind_density - WAIS_base_density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-40.4626474 , -33.62265941, -22.02855852, -24.77909508,\n",
       "       -21.68584654,   3.86446729, -24.21642581,  -9.05530192,\n",
       "        -0.52972124, -11.92093061])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "WAIS_less_wind_density - WAIS_base_density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([79.75447315, 58.66494477, 60.811781  , 26.51098893, 31.46134197,\n",
       "       34.30191718, 33.57314816, 37.51521782, 24.16113403, 23.86969351])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SP_more_wind_density - SP_base_density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-46.56049113, -17.61129126, -17.97911229, -17.00719155,\n",
       "       -13.64967973,  -7.67237749,  -8.69880389,  -4.87762675,\n",
       "       -13.25808943,  -9.6477271 ])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SP_less_wind_density - SP_base_density"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot perturbed density profile percent differences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date: 2017-12-31\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, axs = plt.subplots(2, 2, figsize=(12,20))\n",
    "\n",
    "## South Pole\n",
    "# Accumulation Ensemble\n",
    "axs[0, 0].plot(SP_low_density / SP_base_density, depth_plot, 'ro--', label='Low -20%', linewidth=2)\n",
    "axs[0, 0].plot(SP_high_density / SP_base_density, depth_plot, 'bo--', label='High +20%', linewidth=2)\n",
    "axs[0, 0].set_ylim([0, max_depth])\n",
    "axs[0, 0].set_xlim([0.9, 1.1])\n",
    "axs[0, 0].invert_yaxis()\n",
    "axs[0, 0].grid()\n",
    "axs[0, 0].legend(fontsize = 12)\n",
    "axs[0, 0].set_ylabel(\"Depth [m]\", fontsize=18)\n",
    "axs[0, 0].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[0, 0].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[0, 0].set_title(\"South Pole Accumulation\", fontsize=18)\n",
    "\n",
    "# Temperature Ensemble\n",
    "axs[0, 1].plot(SP_warm_density / SP_base_density, depth_plot, 'ro--', label='Warm +3.1$^\\circ$C', linewidth=2)\n",
    "axs[0, 1].plot(SP_cold_density / SP_base_density, depth_plot, 'bo--', label='Cold -3.1$^\\circ$C', linewidth=2)\n",
    "axs[0, 1].set_ylim([0, max_depth])\n",
    "axs[0, 1].set_xlim([0.9, 1.1])\n",
    "axs[0, 1].invert_yaxis()\n",
    "axs[0, 1].grid()\n",
    "axs[0, 1].legend(fontsize = 12)\n",
    "axs[0, 1].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[0, 1].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[0, 1].set_title(\"South Pole Temperature\", fontsize=18)\n",
    "\n",
    "## WAIS\n",
    "# Accumulation Ensemble\n",
    "axs[1, 0].plot(WAIS_low_density / WAIS_base_density, depth_plot, 'ro--', label='Low -20%', linewidth=2)\n",
    "axs[1, 0].plot(WAIS_high_density / WAIS_base_density, depth_plot, 'bo--', label='High +20%', linewidth=2)\n",
    "axs[1, 0].set_ylim([0, max_depth])\n",
    "axs[1, 0].set_xlim([0.9, 1.1])\n",
    "axs[1, 0].invert_yaxis()\n",
    "axs[1, 0].grid()\n",
    "axs[1, 0].legend(fontsize = 12)\n",
    "axs[1, 0].set_ylabel(\"Depth [m]\", fontsize=18)\n",
    "axs[1, 0].set_xlabel(\"Density Change [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[1, 0].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[1, 0].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[1, 0].set_title(\"WAIS Accumulation\", fontsize=18)\n",
    "\n",
    "# Temperature Ensemble\n",
    "axs[1, 1].plot(WAIS_warm_density / WAIS_base_density, depth_plot, 'ro--', label='Warm +3.1$^\\circ$C', linewidth=2)\n",
    "axs[1, 1].plot(WAIS_cold_density / WAIS_base_density, depth_plot, 'bo--', label='Cold -3.1$^\\circ$C', linewidth=2)\n",
    "axs[1, 1].set_ylim([0, max_depth])\n",
    "axs[1, 1].set_xlim([0.9, 1.1])\n",
    "axs[1, 1].invert_yaxis()\n",
    "axs[1, 1].grid()\n",
    "axs[1, 1].legend(fontsize = 12)\n",
    "axs[1, 1].set_xlabel(\"Density Change [kg m$^-$$^3$]\", fontsize=18)\n",
    "axs[1, 1].tick_params(axis=\"x\", labelsize=16)\n",
    "axs[1, 1].tick_params(axis=\"y\", labelsize=16)\n",
    "axs[1, 1].set_title(\"WAIS Temperature\", fontsize=18)\n",
    "\n",
    "# # Save Figure\n",
    "# plt.savefig(\"Figures/SNOWPACK_ensemble_perturbation.pdf\", format='pdf', dpi=100)\n",
    "print(\"Date: \" + str(tgt_time))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.13630636, 1.08773038, 1.14813433, 1.01975818, 1.07382109,\n",
       "       1.06486172, 1.02515475, 1.03468557, 1.03835174, 1.01039256])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "WAIS_more_wind_density / WAIS_base_density # 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.88349337, 0.91397278, 0.94417329, 0.94245923, 0.94987458,\n",
       "       1.00889815, 0.9477873 , 0.98044969, 0.99889745, 0.97526452])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "WAIS_less_wind_density / WAIS_base_density # 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.32107605, 1.20027368, 1.18837014, 1.07533446, 1.08638197,\n",
       "       1.09176712, 1.08574907, 1.09386033, 1.05782372, 1.05632881])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SP_more_wind_density / SP_base_density # 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.81255649, 0.93987759, 0.94430803, 0.95167183, 0.9625227 ,\n",
       "       0.97947427, 0.97778241, 0.98779653, 0.96827003, 0.97723285])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SP_less_wind_density / SP_base_density # 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "a3d",
   "language": "python",
   "name": "a3d"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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